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Community Detection/Evidence
Method evidence record

Community Detection

Community detection is a family of graph-partitioning algorithms that discover densely connected sub-groups — communities — within a network. First formalised through the modularity measure by Girvan and Newman (2002), the field advanced rapidly with the Louvain method (Blondel et al., 2008), the Leiden refinement (Traag et al., 2019), and the information-theoretic Infomap approach. All variants answer the same question: which nodes cluster together more tightly among themselves than with the rest of the network?

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Source record

Citations copied verbatim from the method’s source record. No claim-level verification is inferred from them.

Community Detection (Louvain, Girvan-Newman, Leiden, Infomap)
Taxonomic method record · process-pipeline / network-analysis
  • Blondel, V.D., Guillaume, J.-L., Lambiotte, R. & Lefebvre, E. (2008). Fast Unfolding of Communities in Large Networks. Journal of Statistical Mechanics, 2008(10), P10008. · DOI 10.1088/1742-5468/2008/10/P10008
  • Traag, V.A., Waltman, L. & van Eck, N.J. (2019). From Louvain to Leiden: Guaranteeing Well-Connected Communities. Scientific Reports, 9, 5233. · URL
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Curated claims

Claims persisted in the evidence ledger, each with its own assessment.

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Related methods

Generated from the method graph and shown as machine-suggested relations — no evidence claim is inferred.

Same method familyCentrality Analysismachine-suggested · Relational suggestion, not evidence.Same method familyExponential Random Graph Modelmachine-suggested · Relational suggestion, not evidence.See alsoHierarchical Clusteringmachine-suggested · Relational suggestion, not evidence.Same method familyNetwork Diffusion Modelsmachine-suggested · Relational suggestion, not evidence.Same method familyStochastic Block Modelmachine-suggested · Relational suggestion, not evidence.

Evidence status

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

2 recorded citations, copied from the method source record.

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